Junting Ai

Publication Activity (10 Years)

Years Active: 2020-2023
Publications (10 Years): 5

Top Topics

Class Imbalance

Texture Analysis

Gabor Filtering

Top Venues

Medical Imaging: Digital Pathology

Medical Imaging: Image Perception, Observer Performance, and Technology Assessment

Publications

Madeleine S. Durkee, Nevaeh Petrie, Kyle Lleras, Junting Ai, Rebecca Abraham, J. Cy Chittenden, Chasity Kasir, Fiona Clark, Gabriel Casella, Marcus R. Clark, Maryellen L. Giger
Convolutional neural networks detect cells in densely packed images at performance levels similar to human readers. Medical Imaging: Image Perception, Observer Performance, and Technology Assessment (2023)
Madeleine S. Durkee, Rebecca Abraham, Junting Ai, Marcus R. Clark, Maryellen L. Giger
Managing class imbalance and differential staining of immune cell populations in multi-class instance segmentation of multiplexed immunofluorescence images of Lupus Nephritis biopsies. Medical Imaging: Digital Pathology (2021)
Bradie M. Ferguson, Madeleine S. Durkee, Rebecca Abraham, Junting Ai, Hui Li, Li Lan, Julian Bertini, Marcus R. Clark, Maryellen L. Giger
Radiomic texture analysis of immunofluorescence images of lupus nephritis biopsies to predict patient progression to end-stage renal disease. Medical Imaging: Digital Pathology (2021)
Rebecca Abraham, Madeleine S. Durkee, Margaret Veselits, Junting Ai, Jordan D. Fuhrman, Marcus R. Clark, Maryellen L. Giger
Application and generalizability of U-Net segmentation of immune cells in inflamed tissue. Medical Imaging: Digital Pathology (2021)
Madeleine S. Durkee, Adam R. Sibley, Junting Ai, Rebecca Abraham, Vladimir M. Liarski, Marcus R. Clark, Maryellen L. Giger
Improved instance segmentation of immune cells in human lupus nephritis biopsies with Mask R-CNN. Medical Imaging: Digital Pathology (2020)